Can we identify only the objects in specific parts of an image with computer vision?
Giving this small rectangle to a model will probably not provide him enough information to identify what is inside this rectangle. An approach that could work would be to do image segmentation, having the identity of everything in the image, and then extract the label of the pixels in the rectangle.